{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Id</th>\n",
       "      <th>MSSubClass</th>\n",
       "      <th>MSZoning</th>\n",
       "      <th>LotFrontage</th>\n",
       "      <th>LotArea</th>\n",
       "      <th>Street</th>\n",
       "      <th>Alley</th>\n",
       "      <th>LotShape</th>\n",
       "      <th>LandContour</th>\n",
       "      <th>Utilities</th>\n",
       "      <th>...</th>\n",
       "      <th>PoolArea</th>\n",
       "      <th>PoolQC</th>\n",
       "      <th>Fence</th>\n",
       "      <th>MiscFeature</th>\n",
       "      <th>MiscVal</th>\n",
       "      <th>MoSold</th>\n",
       "      <th>YrSold</th>\n",
       "      <th>SaleType</th>\n",
       "      <th>SaleCondition</th>\n",
       "      <th>SalePrice</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>65.0</td>\n",
       "      <td>8450</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>208500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>80.0</td>\n",
       "      <td>9600</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>181500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>68.0</td>\n",
       "      <td>11250</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>223500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>70</td>\n",
       "      <td>RL</td>\n",
       "      <td>60.0</td>\n",
       "      <td>9550</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Abnorml</td>\n",
       "      <td>140000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>84.0</td>\n",
       "      <td>14260</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>250000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 81 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Id  MSSubClass MSZoning  LotFrontage  LotArea Street Alley LotShape  \\\n",
       "0   1          60       RL         65.0     8450   Pave   NaN      Reg   \n",
       "1   2          20       RL         80.0     9600   Pave   NaN      Reg   \n",
       "2   3          60       RL         68.0    11250   Pave   NaN      IR1   \n",
       "3   4          70       RL         60.0     9550   Pave   NaN      IR1   \n",
       "4   5          60       RL         84.0    14260   Pave   NaN      IR1   \n",
       "\n",
       "  LandContour Utilities    ...     PoolArea PoolQC Fence MiscFeature MiscVal  \\\n",
       "0         Lvl    AllPub    ...            0    NaN   NaN         NaN       0   \n",
       "1         Lvl    AllPub    ...            0    NaN   NaN         NaN       0   \n",
       "2         Lvl    AllPub    ...            0    NaN   NaN         NaN       0   \n",
       "3         Lvl    AllPub    ...            0    NaN   NaN         NaN       0   \n",
       "4         Lvl    AllPub    ...            0    NaN   NaN         NaN       0   \n",
       "\n",
       "  MoSold YrSold  SaleType  SaleCondition  SalePrice  \n",
       "0      2   2008        WD         Normal     208500  \n",
       "1      5   2007        WD         Normal     181500  \n",
       "2      9   2008        WD         Normal     223500  \n",
       "3      2   2006        WD        Abnorml     140000  \n",
       "4     12   2008        WD         Normal     250000  \n",
       "\n",
       "[5 rows x 81 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "from sklearn.metrics import r2_score\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "data = pd.read_csv(\"Ames_House_train.csv\", skipinitialspace=True)\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Changes in  MSSubClass vs.  SalePrice')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc6f4eb4780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#接下来开始最 数据探索\n",
    "#首先认为 建筑类别，地区，土地大小，建造日期 对 价格 影响很大\n",
    "#看建筑类型 和 价格的关系\n",
    "plt.scatter(data['MSSubClass'],data['SalePrice'])\n",
    "plt.title('Changes in  %s vs.  %s' % ('MSSubClass','SalePrice'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Changes in  MSZoning vs.  SalePrice')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc6f4e2e048>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#看建筑类型 和 价格的关系\n",
    "plt.scatter(data['MSZoning'],data['SalePrice'])\n",
    "plt.title('Changes in  %s vs.  %s' % ('MSZoning','SalePrice'))\n",
    "#通过图，可以看到， 建筑类型 对 价格影响较大"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Changes in  LotArea vs.  SalePrice')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc6f2d0c6a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#接下来开始最 数据探索\n",
    "#首先认为 建筑类别，地区，土地大小，建造日期 对 价格 影响很大\n",
    "#看建筑类型 和 价格的关系\n",
    "plt.scatter(data['LotArea'],data['SalePrice'])\n",
    "plt.title('Changes in  %s vs.  %s' % ('LotArea','SalePrice'))\n",
    "#通过下图， 可以看到， 大多数 房子大小 是集中在20000左右的， 少数 超过50000，别墅？？？\n",
    "#在 20000大小左右的房子， 售价也比较集中， 也有一些售价非常高，可能是其他因素影响， 在售价超过700000的  可以说是噪声了把，可以去掉噪声\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Changes in  YearBuilt vs.  SalePrice')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc6f2cef0b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#建造日期对 价格的影响\n",
    "plt.scatter(data['YearBuilt'],data['SalePrice'])\n",
    "plt.title('Changes in  %s vs.  %s' % ('YearBuilt','SalePrice'))\n",
    "#通过下图可以看到 建造日期对 价格影响很大，几乎是线性关系"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Changes in  LotFrontage vs.  SalePrice')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc6f2bb7048>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#可能房屋到 街道的直线距离 也有影响\n",
    "plt.scatter(data['LotFrontage'],data['SalePrice'])\n",
    "plt.title('Changes in  %s vs.  %s' % ('LotFrontage','SalePrice'))\n",
    "#通过下图,可能是有关系的,但不是决定价格的重要约束"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc6f5175e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data_corr = data.corr().abs()\n",
    "plt.subplots(figsize=(13, 9))\n",
    "sns.heatmap(data_corr,annot=True)\n",
    "\n",
    "# Mask unimportant features\n",
    "sns.heatmap(data_corr, mask=data_corr < 1, cbar=False)\n",
    "\n",
    "plt.savefig('data.png' )\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Changes in  OverallQual vs.  SalePrice')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc6e93cbda0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#从热图 看到 房屋的材质，完成品质 对 价格影响很大\n",
    "plt.scatter(data['OverallQual'],data['SalePrice'])\n",
    "plt.title('Changes in  %s vs.  %s' % ('OverallQual','SalePrice'))\n",
    "#通过下图，可以看到 是线性相关， 前面认为 价格大于700000的是噪声，那么通过下面的图，\n",
    "#可以看到，并非是噪声，看来就是豪宅了，所以不能去掉700000以上的值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
